Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 30000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 35 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 7.6 MiB |
| Average record size in memory | 264.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 13 |
| Dataset has 35 (0.1%) duplicate rows | Duplicates |
pay_0 is highly overall correlated with pay_2 and 2 other fields | High correlation |
pay_2 is highly overall correlated with pay_0 and 7 other fields | High correlation |
pay_3 is highly overall correlated with pay_0 and 9 other fields | High correlation |
pay_4 is highly overall correlated with pay_0 and 10 other fields | High correlation |
pay_5 is highly overall correlated with pay_2 and 8 other fields | High correlation |
pay_6 is highly overall correlated with pay_2 and 8 other fields | High correlation |
bill_amt1 is highly overall correlated with pay_2 and 8 other fields | High correlation |
bill_amt2 is highly overall correlated with pay_2 and 10 other fields | High correlation |
bill_amt3 is highly overall correlated with pay_2 and 11 other fields | High correlation |
bill_amt4 is highly overall correlated with pay_3 and 13 other fields | High correlation |
bill_amt5 is highly overall correlated with pay_3 and 13 other fields | High correlation |
bill_amt6 is highly overall correlated with pay_4 and 11 other fields | High correlation |
pay_amt1 is highly overall correlated with bill_amt1 and 5 other fields | High correlation |
pay_amt2 is highly overall correlated with bill_amt3 and 5 other fields | High correlation |
pay_amt3 is highly overall correlated with bill_amt4 and 7 other fields | High correlation |
pay_amt4 is highly overall correlated with bill_amt4 and 6 other fields | High correlation |
pay_amt5 is highly overall correlated with bill_amt4 and 5 other fields | High correlation |
pay_amt6 is highly overall correlated with bill_amt5 and 4 other fields | High correlation |
education:1 is highly overall correlated with education:2 | High correlation |
education:2 is highly overall correlated with education:1 | High correlation |
marriage:1 is highly overall correlated with marriage:2 | High correlation |
marriage:2 is highly overall correlated with marriage:1 | High correlation |
education:0 is highly imbalanced (99.4%) | Imbalance |
education:4 is highly imbalanced (96.2%) | Imbalance |
education:5 is highly imbalanced (92.4%) | Imbalance |
education:6 is highly imbalanced (98.2%) | Imbalance |
marriage:0 is highly imbalanced (98.1%) | Imbalance |
marriage:3 is highly imbalanced (91.4%) | Imbalance |
pay_amt2 is highly skewed (γ1 = 30.45381745) | Skewed |
pay_0 has 14737 (49.1%) zeros | Zeros |
pay_2 has 15730 (52.4%) zeros | Zeros |
pay_3 has 15764 (52.5%) zeros | Zeros |
pay_4 has 16455 (54.9%) zeros | Zeros |
pay_5 has 16947 (56.5%) zeros | Zeros |
pay_6 has 16286 (54.3%) zeros | Zeros |
bill_amt1 has 2008 (6.7%) zeros | Zeros |
bill_amt2 has 2506 (8.4%) zeros | Zeros |
bill_amt3 has 2870 (9.6%) zeros | Zeros |
bill_amt4 has 3195 (10.7%) zeros | Zeros |
bill_amt5 has 3506 (11.7%) zeros | Zeros |
bill_amt6 has 4020 (13.4%) zeros | Zeros |
pay_amt1 has 5249 (17.5%) zeros | Zeros |
pay_amt2 has 5396 (18.0%) zeros | Zeros |
pay_amt3 has 5968 (19.9%) zeros | Zeros |
pay_amt4 has 6408 (21.4%) zeros | Zeros |
pay_amt5 has 6703 (22.3%) zeros | Zeros |
pay_amt6 has 7173 (23.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-21 13:58:53.360197 |
|---|---|
| Analysis finished | 2023-02-21 14:00:12.351990 |
| Duration | 1 minute and 18.99 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
limit_bal
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167484.32 |
| Minimum | 10000 |
|---|---|
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129747.66 |
|---|---|
| Coefficient of variation (CV) | 0.77468541 |
| Kurtosis | 0.5362629 |
| Mean | 167484.32 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.99286696 |
| Sum | 5.0245297 × 109 |
| Variance | 1.6834456 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 3365 | 11.2% |
| 20000 | 1976 | 6.6% |
| 30000 | 1610 | 5.4% |
| 80000 | 1567 | 5.2% |
| 200000 | 1528 | 5.1% |
| 150000 | 1110 | 3.7% |
| 100000 | 1048 | 3.5% |
| 180000 | 995 | 3.3% |
| 360000 | 881 | 2.9% |
| 60000 | 825 | 2.8% |
| Other values (71) | 15095 |
| Value | Count | Frequency (%) |
| 10000 | 493 | 1.6% |
| 16000 | 2 | < 0.1% |
| 20000 | 1976 | |
| 30000 | 1610 | |
| 40000 | 230 | 0.8% |
| 50000 | 3365 | |
| 60000 | 825 | 2.8% |
| 70000 | 731 | 2.4% |
| 80000 | 1567 | |
| 90000 | 651 | 2.2% |
| Value | Count | Frequency (%) |
| 1000000 | 1 | < 0.1% |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 760000 | 1 | < 0.1% |
| 750000 | 4 | |
| 740000 | 2 | < 0.1% |
| 730000 | 2 | < 0.1% |
| 720000 | 3 | < 0.1% |
| 710000 | 6 | |
| 700000 | 8 |
age
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.4855 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.2179041 |
|---|---|
| Coefficient of variation (CV) | 0.25976537 |
| Kurtosis | 0.044303378 |
| Mean | 35.4855 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.73224587 |
| Sum | 1064565 |
| Variance | 84.969755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1605 | 5.3% |
| 27 | 1477 | 4.9% |
| 28 | 1409 | 4.7% |
| 30 | 1395 | 4.7% |
| 26 | 1256 | 4.2% |
| 31 | 1217 | 4.1% |
| 25 | 1186 | 4.0% |
| 34 | 1162 | 3.9% |
| 32 | 1158 | 3.9% |
| 33 | 1146 | 3.8% |
| Other values (46) | 16989 |
| Value | Count | Frequency (%) |
| 21 | 67 | 0.2% |
| 22 | 560 | 1.9% |
| 23 | 931 | |
| 24 | 1127 | |
| 25 | 1186 | |
| 26 | 1256 | |
| 27 | 1477 | |
| 28 | 1409 | |
| 29 | 1605 | |
| 30 | 1395 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 10 | |
| 69 | 15 | |
| 68 | 5 | < 0.1% |
| 67 | 16 |
pay_0
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0167 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 14737 |
| Zeros (%) | 49.1% |
| Negative | 8445 |
| Negative (%) | 28.1% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1238015 |
|---|---|
| Coefficient of variation (CV) | -67.293505 |
| Kurtosis | 2.720715 |
| Mean | -0.0167 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.73197493 |
| Sum | -501 |
| Variance | 1.2629299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14737 | |
| -1 | 5686 | 19.0% |
| 1 | 3688 | 12.3% |
| -2 | 2759 | 9.2% |
| 2 | 2667 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 8 | 19 | 0.1% |
| 6 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2759 | 9.2% |
| -1 | 5686 | 19.0% |
| 0 | 14737 | |
| 1 | 3688 | 12.3% |
| 2 | 2667 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 19 | 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 26 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 322 | 1.1% |
| 2 | 2667 | 8.9% |
| 1 | 3688 | 12.3% |
| 0 | 14737 | |
| -1 | 5686 | 19.0% |
pay_2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13376667 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15730 |
| Zeros (%) | 52.4% |
| Negative | 9832 |
| Negative (%) | 32.8% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.197186 |
|---|---|
| Coefficient of variation (CV) | -8.9498079 |
| Kurtosis | 1.5704177 |
| Mean | -0.13376667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.79056502 |
| Sum | -4013 |
| Variance | 1.4332543 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15730 | |
| -1 | 6050 | 20.2% |
| 2 | 3927 | 13.1% |
| -2 | 3782 | 12.6% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 1 | 28 | 0.1% |
| 5 | 25 | 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3782 | 12.6% |
| -1 | 6050 | 20.2% |
| 0 | 15730 | |
| 1 | 28 | 0.1% |
| 2 | 3927 | 13.1% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 5 | 25 | 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 25 | 0.1% |
| 4 | 99 | 0.3% |
| 3 | 326 | 1.1% |
| 2 | 3927 | 13.1% |
| 1 | 28 | 0.1% |
| 0 | 15730 | |
| -1 | 6050 | 20.2% |
pay_3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1662 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15764 |
| Zeros (%) | 52.5% |
| Negative | 10023 |
| Negative (%) | 33.4% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1968676 |
|---|---|
| Coefficient of variation (CV) | -7.2013692 |
| Kurtosis | 2.0844359 |
| Mean | -0.1662 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.84068183 |
| Sum | -4986 |
| Variance | 1.432492 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15764 | |
| -1 | 5938 | 19.8% |
| -2 | 4085 | 13.6% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 76 | 0.3% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4085 | 13.6% |
| -1 | 5938 | 19.8% |
| 0 | 15764 | |
| 1 | 4 | < 0.1% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 76 | 0.3% |
| 5 | 21 | 0.1% |
| 6 | 23 | 0.1% |
| 7 | 27 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 240 | 0.8% |
| 2 | 3819 | 12.7% |
| 1 | 4 | < 0.1% |
| 0 | 15764 | |
| -1 | 5938 | 19.8% |
pay_4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.22066667 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16455 |
| Zeros (%) | 54.9% |
| Negative | 10035 |
| Negative (%) | 33.5% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1691386 |
|---|---|
| Coefficient of variation (CV) | -5.2982113 |
| Kurtosis | 3.4969835 |
| Mean | -0.22066667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.99962941 |
| Sum | -6620 |
| Variance | 1.3668851 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16455 | |
| -1 | 5687 | 19.0% |
| -2 | 4348 | 14.5% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 69 | 0.2% |
| 7 | 58 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4348 | 14.5% |
| -1 | 5687 | 19.0% |
| 0 | 16455 | |
| 1 | 2 | < 0.1% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 69 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 58 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 5 | 35 | 0.1% |
| 4 | 69 | 0.2% |
| 3 | 180 | 0.6% |
| 2 | 3159 | 10.5% |
| 1 | 2 | < 0.1% |
| 0 | 16455 | |
| -1 | 5687 | 19.0% |
pay_5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2662 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16947 |
| Zeros (%) | 56.5% |
| Negative | 10085 |
| Negative (%) | 33.6% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1331874 |
|---|---|
| Coefficient of variation (CV) | -4.2569024 |
| Kurtosis | 3.9897481 |
| Mean | -0.2662 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.008197 |
| Sum | -7986 |
| Variance | 1.2841137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16947 | |
| -1 | 5539 | 18.5% |
| -2 | 4546 | 15.2% |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 84 | 0.3% |
| 7 | 58 | 0.2% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4546 | 15.2% |
| -1 | 5539 | 18.5% |
| 0 | 16947 | |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 84 | 0.3% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 58 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 17 | 0.1% |
| 4 | 84 | 0.3% |
| 3 | 178 | 0.6% |
| 2 | 2626 | 8.8% |
| 0 | 16947 | |
| -1 | 5539 | 18.5% |
| -2 | 4546 | 15.2% |
pay_6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2911 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16286 |
| Zeros (%) | 54.3% |
| Negative | 10635 |
| Negative (%) | 35.4% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1499876 |
|---|---|
| Coefficient of variation (CV) | -3.95049 |
| Kurtosis | 3.4265341 |
| Mean | -0.2911 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.94802939 |
| Sum | -8733 |
| Variance | 1.3224715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16286 | |
| -1 | 5740 | 19.1% |
| -2 | 4895 | 16.3% |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 49 | 0.2% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4895 | 16.3% |
| -1 | 5740 | 19.1% |
| 0 | 16286 | |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 49 | 0.2% |
| 5 | 13 | < 0.1% |
| 6 | 19 | 0.1% |
| 7 | 46 | 0.2% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 49 | 0.2% |
| 3 | 184 | 0.6% |
| 2 | 2766 | 9.2% |
| 0 | 16286 | |
| -1 | 5740 | 19.1% |
| -2 | 4895 | 16.3% |
bill_amt1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22723 |
|---|---|
| Distinct (%) | 75.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51223.331 |
| Minimum | -165580 |
|---|---|
| Maximum | 964511 |
| Zeros | 2008 |
| Zeros (%) | 6.7% |
| Negative | 590 |
| Negative (%) | 2.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3558.75 |
| median | 22381.5 |
| Q3 | 67091 |
| 95-th percentile | 201203.05 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 63532.25 |
Descriptive statistics
| Standard deviation | 73635.861 |
|---|---|
| Coefficient of variation (CV) | 1.4375453 |
| Kurtosis | 9.8062893 |
| Mean | 51223.331 |
| Median Absolute Deviation (MAD) | 21800.5 |
| Skewness | 2.663861 |
| Sum | 1.5366999 × 109 |
| Variance | 5.42224 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2008 | 6.7% |
| 390 | 244 | 0.8% |
| 780 | 76 | 0.3% |
| 326 | 72 | 0.2% |
| 316 | 63 | 0.2% |
| 2500 | 59 | 0.2% |
| 396 | 49 | 0.2% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 500 | 25 | 0.1% |
| Other values (22713) | 27336 |
| Value | Count | Frequency (%) |
| -165580 | 1 | |
| -154973 | 1 | |
| -15308 | 1 | |
| -14386 | 1 | |
| -11545 | 1 | |
| -10682 | 1 | |
| -9802 | 1 | |
| -9095 | 1 | |
| -8187 | 1 | |
| -7438 | 1 |
| Value | Count | Frequency (%) |
| 964511 | 1 | |
| 746814 | 1 | |
| 653062 | 1 | |
| 630458 | 1 | |
| 626648 | 1 | |
| 621749 | 1 | |
| 613860 | 1 | |
| 610723 | 1 | |
| 608594 | 1 | |
| 604019 | 1 |
bill_amt2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22346 |
|---|---|
| Distinct (%) | 74.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49179.075 |
| Minimum | -69777 |
|---|---|
| Maximum | 983931 |
| Zeros | 2506 |
| Zeros (%) | 8.4% |
| Negative | 669 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2984.75 |
| median | 21200 |
| Q3 | 64006.25 |
| 95-th percentile | 194792.2 |
| Maximum | 983931 |
| Range | 1053708 |
| Interquartile range (IQR) | 61021.5 |
Descriptive statistics
| Standard deviation | 71173.769 |
|---|---|
| Coefficient of variation (CV) | 1.4472368 |
| Kurtosis | 10.302946 |
| Mean | 49179.075 |
| Median Absolute Deviation (MAD) | 20810 |
| Skewness | 2.7052209 |
| Sum | 1.4753723 × 109 |
| Variance | 5.0657054 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2506 | 8.4% |
| 390 | 231 | 0.8% |
| 780 | 75 | 0.2% |
| 326 | 75 | 0.2% |
| 316 | 72 | 0.2% |
| 2500 | 51 | 0.2% |
| 396 | 51 | 0.2% |
| 2400 | 42 | 0.1% |
| -200 | 29 | 0.1% |
| 416 | 28 | 0.1% |
| Other values (22336) | 26840 |
| Value | Count | Frequency (%) |
| -69777 | 1 | |
| -67526 | 1 | |
| -33350 | 1 | |
| -30000 | 1 | |
| -26214 | 1 | |
| -24704 | 1 | |
| -24702 | 1 | |
| -22960 | 1 | |
| -18618 | 1 | |
| -18088 | 1 |
| Value | Count | Frequency (%) |
| 983931 | 1 | |
| 743970 | 1 | |
| 671563 | 1 | |
| 646770 | 1 | |
| 624475 | 1 | |
| 605943 | 1 | |
| 597793 | 1 | |
| 586825 | 1 | |
| 581775 | 1 | |
| 577681 | 1 |
bill_amt3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22026 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47013.155 |
| Minimum | -157264 |
|---|---|
| Maximum | 1664089 |
| Zeros | 2870 |
| Zeros (%) | 9.6% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2666.25 |
| median | 20088.5 |
| Q3 | 60164.75 |
| 95-th percentile | 187821.05 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57498.5 |
Descriptive statistics
| Standard deviation | 69349.387 |
|---|---|
| Coefficient of variation (CV) | 1.475106 |
| Kurtosis | 19.783255 |
| Mean | 47013.155 |
| Median Absolute Deviation (MAD) | 19708.5 |
| Skewness | 3.08783 |
| Sum | 1.4103946 × 109 |
| Variance | 4.8093375 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2870 | 9.6% |
| 390 | 275 | 0.9% |
| 780 | 74 | 0.2% |
| 326 | 63 | 0.2% |
| 316 | 62 | 0.2% |
| 396 | 48 | 0.2% |
| 2500 | 40 | 0.1% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 200 | 27 | 0.1% |
| Other values (22016) | 26473 |
| Value | Count | Frequency (%) |
| -157264 | 1 | |
| -61506 | 1 | |
| -46127 | 1 | |
| -34041 | 1 | |
| -25443 | 1 | |
| -24702 | 1 | |
| -20320 | 1 | |
| -17706 | 1 | |
| -15910 | 1 | |
| -15641 | 1 |
| Value | Count | Frequency (%) |
| 1664089 | 1 | |
| 855086 | 1 | |
| 693131 | 1 | |
| 689643 | 1 | |
| 689627 | 1 | |
| 632041 | 1 | |
| 597415 | 1 | |
| 578971 | 1 | |
| 577957 | 1 | |
| 577015 | 1 |
bill_amt4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21548 |
|---|---|
| Distinct (%) | 71.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43262.949 |
| Minimum | -170000 |
|---|---|
| Maximum | 891586 |
| Zeros | 3195 |
| Zeros (%) | 10.7% |
| Negative | 675 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2326.75 |
| median | 19052 |
| Q3 | 54506 |
| 95-th percentile | 174333.35 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 52179.25 |
Descriptive statistics
| Standard deviation | 64332.856 |
|---|---|
| Coefficient of variation (CV) | 1.4870197 |
| Kurtosis | 11.309325 |
| Mean | 43262.949 |
| Median Absolute Deviation (MAD) | 18656 |
| Skewness | 2.8219653 |
| Sum | 1.2978885 × 109 |
| Variance | 4.1387164 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3195 | 10.7% |
| 390 | 246 | 0.8% |
| 780 | 101 | 0.3% |
| 316 | 68 | 0.2% |
| 326 | 62 | 0.2% |
| 396 | 44 | 0.1% |
| 2400 | 39 | 0.1% |
| 150 | 39 | 0.1% |
| 2500 | 34 | 0.1% |
| 416 | 33 | 0.1% |
| Other values (21538) | 26139 |
| Value | Count | Frequency (%) |
| -170000 | 1 | |
| -81334 | 1 | |
| -65167 | 1 | |
| -50616 | 1 | |
| -46627 | 1 | |
| -34503 | 1 | |
| -27490 | 1 | |
| -24303 | 1 | |
| -22108 | 1 | |
| -20320 | 1 |
| Value | Count | Frequency (%) |
| 891586 | 1 | |
| 706864 | 1 | |
| 628699 | 1 | |
| 616836 | 1 | |
| 572805 | 1 | |
| 569034 | 1 | |
| 565669 | 1 | |
| 563543 | 1 | |
| 548020 | 1 | |
| 542653 | 1 |
bill_amt5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21010 |
|---|---|
| Distinct (%) | 70.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40311.401 |
| Minimum | -81334 |
|---|---|
| Maximum | 927171 |
| Zeros | 3506 |
| Zeros (%) | 11.7% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -81334 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1763 |
| median | 18104.5 |
| Q3 | 50190.5 |
| 95-th percentile | 165794.3 |
| Maximum | 927171 |
| Range | 1008505 |
| Interquartile range (IQR) | 48427.5 |
Descriptive statistics
| Standard deviation | 60797.156 |
|---|---|
| Coefficient of variation (CV) | 1.5081876 |
| Kurtosis | 12.305881 |
| Mean | 40311.401 |
| Median Absolute Deviation (MAD) | 17688.5 |
| Skewness | 2.8763799 |
| Sum | 1.209342 × 109 |
| Variance | 3.6962941 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3506 | 11.7% |
| 390 | 235 | 0.8% |
| 780 | 94 | 0.3% |
| 316 | 79 | 0.3% |
| 326 | 62 | 0.2% |
| 150 | 58 | 0.2% |
| 396 | 47 | 0.2% |
| 2400 | 39 | 0.1% |
| 2500 | 37 | 0.1% |
| 416 | 36 | 0.1% |
| Other values (21000) | 25807 |
| Value | Count | Frequency (%) |
| -81334 | 1 | |
| -61372 | 1 | |
| -53007 | 1 | |
| -46627 | 1 | |
| -37594 | 1 | |
| -36156 | 1 | |
| -30481 | 1 | |
| -28335 | 1 | |
| -23003 | 1 | |
| -20753 | 1 |
| Value | Count | Frequency (%) |
| 927171 | 1 | |
| 823540 | 1 | |
| 587067 | 1 | |
| 551702 | 1 | |
| 547880 | 1 | |
| 530672 | 1 | |
| 524315 | 1 | |
| 516139 | 1 | |
| 514114 | 1 | |
| 508213 | 1 |
bill_amt6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 20604 |
|---|---|
| Distinct (%) | 68.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38871.76 |
| Minimum | -339603 |
|---|---|
| Maximum | 961664 |
| Zeros | 4020 |
| Zeros (%) | 13.4% |
| Negative | 688 |
| Negative (%) | 2.3% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1256 |
| median | 17071 |
| Q3 | 49198.25 |
| 95-th percentile | 161912 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 47942.25 |
Descriptive statistics
| Standard deviation | 59554.108 |
|---|---|
| Coefficient of variation (CV) | 1.5320661 |
| Kurtosis | 12.270705 |
| Mean | 38871.76 |
| Median Absolute Deviation (MAD) | 16755 |
| Skewness | 2.8466446 |
| Sum | 1.1661528 × 109 |
| Variance | 3.5466917 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4020 | 13.4% |
| 390 | 207 | 0.7% |
| 780 | 86 | 0.3% |
| 150 | 78 | 0.3% |
| 316 | 77 | 0.3% |
| 326 | 56 | 0.2% |
| 396 | 45 | 0.1% |
| 416 | 36 | 0.1% |
| -18 | 33 | 0.1% |
| 2400 | 32 | 0.1% |
| Other values (20594) | 25330 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -209051 | 1 | |
| -150953 | 1 | |
| -94625 | 1 | |
| -73895 | 1 | |
| -57060 | 1 | |
| -51443 | 1 | |
| -51183 | 1 | |
| -46627 | 1 | |
| -45734 | 1 |
| Value | Count | Frequency (%) |
| 961664 | 1 | |
| 699944 | 1 | |
| 568638 | 1 | |
| 527711 | 1 | |
| 527566 | 1 | |
| 514975 | 1 | |
| 513798 | 1 | |
| 511905 | 1 | |
| 501370 | 1 | |
| 499100 | 1 |
pay_amt1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7943 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5663.5805 |
| Minimum | 0 |
|---|---|
| Maximum | 873552 |
| Zeros | 5249 |
| Zeros (%) | 17.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2100 |
| Q3 | 5006 |
| 95-th percentile | 18428.2 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4006 |
Descriptive statistics
| Standard deviation | 16563.28 |
|---|---|
| Coefficient of variation (CV) | 2.9245246 |
| Kurtosis | 415.25474 |
| Mean | 5663.5805 |
| Median Absolute Deviation (MAD) | 1932 |
| Skewness | 14.668364 |
| Sum | 1.6990742 × 108 |
| Variance | 2.7434226 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5249 | 17.5% |
| 2000 | 1363 | 4.5% |
| 3000 | 891 | 3.0% |
| 5000 | 698 | 2.3% |
| 1500 | 507 | 1.7% |
| 4000 | 426 | 1.4% |
| 10000 | 401 | 1.3% |
| 1000 | 365 | 1.2% |
| 2500 | 298 | 1.0% |
| 6000 | 294 | 1.0% |
| Other values (7933) | 19508 |
| Value | Count | Frequency (%) |
| 0 | 5249 | |
| 1 | 9 | < 0.1% |
| 2 | 14 | < 0.1% |
| 3 | 15 | 0.1% |
| 4 | 18 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 15 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 873552 | 1 | |
| 505000 | 1 | |
| 493358 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 302000 | 1 | |
| 300039 | 1 |
pay_amt2
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 7899 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5921.1635 |
| Minimum | 0 |
|---|---|
| Maximum | 1684259 |
| Zeros | 5396 |
| Zeros (%) | 18.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 833 |
| median | 2009 |
| Q3 | 5000 |
| 95-th percentile | 19004.35 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4167 |
Descriptive statistics
| Standard deviation | 23040.87 |
|---|---|
| Coefficient of variation (CV) | 3.8912741 |
| Kurtosis | 1641.6319 |
| Mean | 5921.1635 |
| Median Absolute Deviation (MAD) | 1991 |
| Skewness | 30.453817 |
| Sum | 1.776349 × 108 |
| Variance | 5.3088171 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5396 | 18.0% |
| 2000 | 1290 | 4.3% |
| 3000 | 857 | 2.9% |
| 5000 | 717 | 2.4% |
| 1000 | 594 | 2.0% |
| 1500 | 521 | 1.7% |
| 4000 | 410 | 1.4% |
| 10000 | 318 | 1.1% |
| 6000 | 283 | 0.9% |
| 2500 | 251 | 0.8% |
| Other values (7889) | 19363 |
| Value | Count | Frequency (%) |
| 0 | 5396 | |
| 1 | 15 | 0.1% |
| 2 | 20 | 0.1% |
| 3 | 18 | 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 25 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 1684259 | 1 | |
| 1227082 | 1 | |
| 1215471 | 1 | |
| 1024516 | 1 | |
| 580464 | 1 | |
| 415552 | 1 | |
| 401003 | 1 | |
| 388126 | 1 | |
| 385228 | 1 | |
| 384986 | 1 |
pay_amt3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 7518 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5225.6815 |
| Minimum | 0 |
|---|---|
| Maximum | 896040 |
| Zeros | 5968 |
| Zeros (%) | 19.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1800 |
| Q3 | 4505 |
| 95-th percentile | 17589.4 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4115 |
Descriptive statistics
| Standard deviation | 17606.961 |
|---|---|
| Coefficient of variation (CV) | 3.3693139 |
| Kurtosis | 564.31123 |
| Mean | 5225.6815 |
| Median Absolute Deviation (MAD) | 1795 |
| Skewness | 17.216635 |
| Sum | 1.5677044 × 108 |
| Variance | 3.1000509 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5968 | 19.9% |
| 2000 | 1285 | 4.3% |
| 1000 | 1103 | 3.7% |
| 3000 | 870 | 2.9% |
| 5000 | 721 | 2.4% |
| 1500 | 490 | 1.6% |
| 4000 | 381 | 1.3% |
| 10000 | 312 | 1.0% |
| 1200 | 243 | 0.8% |
| 6000 | 241 | 0.8% |
| Other values (7508) | 18386 |
| Value | Count | Frequency (%) |
| 0 | 5968 | |
| 1 | 13 | < 0.1% |
| 2 | 19 | 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 15 | 0.1% |
| 5 | 18 | 0.1% |
| 6 | 14 | < 0.1% |
| 7 | 18 | 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 896040 | 1 | |
| 889043 | 1 | |
| 508229 | 1 | |
| 417588 | 1 | |
| 400972 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 344261 | 1 |
pay_amt4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6937 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4826.0769 |
| Minimum | 0 |
|---|---|
| Maximum | 621000 |
| Zeros | 6408 |
| Zeros (%) | 21.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 296 |
| median | 1500 |
| Q3 | 4013.25 |
| 95-th percentile | 16014.95 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3717.25 |
Descriptive statistics
| Standard deviation | 15666.16 |
|---|---|
| Coefficient of variation (CV) | 3.246148 |
| Kurtosis | 277.33377 |
| Mean | 4826.0769 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 12.904985 |
| Sum | 1.4478231 × 108 |
| Variance | 2.4542856 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6408 | 21.4% |
| 1000 | 1394 | 4.6% |
| 2000 | 1214 | 4.0% |
| 3000 | 887 | 3.0% |
| 5000 | 810 | 2.7% |
| 1500 | 441 | 1.5% |
| 4000 | 402 | 1.3% |
| 10000 | 341 | 1.1% |
| 2500 | 259 | 0.9% |
| 500 | 258 | 0.9% |
| Other values (6927) | 17586 |
| Value | Count | Frequency (%) |
| 0 | 6408 | |
| 1 | 22 | 0.1% |
| 2 | 22 | 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 20 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 16 | 0.1% |
| 7 | 11 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 621000 | 1 | |
| 528897 | 1 | |
| 497000 | 1 | |
| 432130 | 1 | |
| 400046 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 320008 | 1 | |
| 313094 | 1 | |
| 292962 | 1 |
pay_amt5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6897 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4799.3876 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 6703 |
| Zeros (%) | 22.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 252.5 |
| median | 1500 |
| Q3 | 4031.5 |
| 95-th percentile | 16000 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3779 |
Descriptive statistics
| Standard deviation | 15278.306 |
|---|---|
| Coefficient of variation (CV) | 3.1833865 |
| Kurtosis | 180.06394 |
| Mean | 4799.3876 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.127417 |
| Sum | 1.4398163 × 108 |
| Variance | 2.3342662 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6703 | 22.3% |
| 1000 | 1340 | 4.5% |
| 2000 | 1323 | 4.4% |
| 3000 | 947 | 3.2% |
| 5000 | 814 | 2.7% |
| 1500 | 426 | 1.4% |
| 4000 | 401 | 1.3% |
| 10000 | 343 | 1.1% |
| 500 | 250 | 0.8% |
| 6000 | 247 | 0.8% |
| Other values (6887) | 17206 |
| Value | Count | Frequency (%) |
| 0 | 6703 | |
| 1 | 21 | 0.1% |
| 2 | 13 | < 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 379267 | 1 | |
| 332000 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 326889 | 1 | |
| 317077 | 1 | |
| 310135 | 1 |
pay_amt6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6939 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5215.5026 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 7173 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 117.75 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17343.8 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3882.25 |
Descriptive statistics
| Standard deviation | 17777.466 |
|---|---|
| Coefficient of variation (CV) | 3.4085815 |
| Kurtosis | 167.16143 |
| Mean | 5215.5026 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.640727 |
| Sum | 1.5646508 × 108 |
| Variance | 3.1603829 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7173 | |
| 1000 | 1299 | 4.3% |
| 2000 | 1295 | 4.3% |
| 3000 | 914 | 3.0% |
| 5000 | 808 | 2.7% |
| 1500 | 439 | 1.5% |
| 4000 | 411 | 1.4% |
| 10000 | 356 | 1.2% |
| 500 | 247 | 0.8% |
| 6000 | 220 | 0.7% |
| Other values (6929) | 16838 |
| Value | Count | Frequency (%) |
| 0 | 7173 | |
| 1 | 20 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 527143 | 1 | |
| 443001 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 345293 | 1 | |
| 308000 | 1 |
sex:2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 18112 | |
| 0.0 | 11888 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 18112 | |
| 0.0 | 11888 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41888 | |
| . | 30000 | |
| 1 | 18112 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 41888 | |
| 1 | 18112 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 41888 | |
| . | 30000 | |
| 1 | 18112 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 41888 | |
| . | 30000 | |
| 1 | 18112 |
education:0
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 14 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 29986 | |
| 1.0 | 14 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 29986 | |
| 1.0 | 14 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59986 | |
| . | 30000 | |
| 1 | 14 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59986 | |
| 1 | 14 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59986 | |
| . | 30000 | |
| 1 | 14 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59986 | |
| . | 30000 | |
| 1 | 14 | < 0.1% |
education:1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 19415 | |
| 1.0 | 10585 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 19415 | |
| 1.0 | 10585 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 49415 | |
| . | 30000 | |
| 1 | 10585 | 11.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 49415 | |
| 1 | 10585 | 17.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 49415 | |
| . | 30000 | |
| 1 | 10585 | 11.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 49415 | |
| . | 30000 | |
| 1 | 10585 | 11.8% |
education:2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 15970 | |
| 1.0 | 14030 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 15970 | |
| 1.0 | 14030 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 45970 | |
| . | 30000 | |
| 1 | 14030 | 15.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 45970 | |
| 1 | 14030 | 23.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 45970 | |
| . | 30000 | |
| 1 | 14030 | 15.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 45970 | |
| . | 30000 | |
| 1 | 14030 | 15.6% |
education:3
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 25083 | |
| 1.0 | 4917 | 16.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 25083 | |
| 1.0 | 4917 | 16.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 55083 | |
| . | 30000 | |
| 1 | 4917 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 55083 | |
| 1 | 4917 | 8.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 55083 | |
| . | 30000 | |
| 1 | 4917 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 55083 | |
| . | 30000 | |
| 1 | 4917 | 5.5% |
education:4
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 123 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 29877 | |
| 1.0 | 123 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 29877 | |
| 1.0 | 123 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59877 | |
| . | 30000 | |
| 1 | 123 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59877 | |
| 1 | 123 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59877 | |
| . | 30000 | |
| 1 | 123 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59877 | |
| . | 30000 | |
| 1 | 123 | 0.1% |
education:5
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 280 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 29720 | |
| 1.0 | 280 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 29720 | |
| 1.0 | 280 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59720 | |
| . | 30000 | |
| 1 | 280 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59720 | |
| 1 | 280 | 0.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59720 | |
| . | 30000 | |
| 1 | 280 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59720 | |
| . | 30000 | |
| 1 | 280 | 0.3% |
education:6
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 51 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 29949 | |
| 1.0 | 51 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 29949 | |
| 1.0 | 51 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59949 | |
| . | 30000 | |
| 1 | 51 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59949 | |
| 1 | 51 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59949 | |
| . | 30000 | |
| 1 | 51 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59949 | |
| . | 30000 | |
| 1 | 51 | 0.1% |
marriage:0
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 54 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 29946 | |
| 1.0 | 54 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 29946 | |
| 1.0 | 54 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59946 | |
| . | 30000 | |
| 1 | 54 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59946 | |
| 1 | 54 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59946 | |
| . | 30000 | |
| 1 | 54 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59946 | |
| . | 30000 | |
| 1 | 54 | 0.1% |
marriage:1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 16341 | |
| 1.0 | 13659 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 16341 | |
| 1.0 | 13659 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 46341 | |
| . | 30000 | |
| 1 | 13659 | 15.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 46341 | |
| 1 | 13659 | 22.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 46341 | |
| . | 30000 | |
| 1 | 13659 | 15.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 46341 | |
| . | 30000 | |
| 1 | 13659 | 15.2% |
marriage:2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 15964 | |
| 0.0 | 14036 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 15964 | |
| 0.0 | 14036 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 44036 | |
| . | 30000 | |
| 1 | 15964 | 17.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 44036 | |
| 1 | 15964 | 26.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 44036 | |
| . | 30000 | |
| 1 | 15964 | 17.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 44036 | |
| . | 30000 | |
| 1 | 15964 | 17.7% |
marriage:3
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 323 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 90000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 29677 | |
| 1.0 | 323 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 29677 | |
| 1.0 | 323 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59677 | |
| . | 30000 | |
| 1 | 323 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 60000 | |
| Other Punctuation | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59677 | |
| 1 | 323 | 0.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 30000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 90000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59677 | |
| . | 30000 | |
| 1 | 323 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 90000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59677 | |
| . | 30000 | |
| 1 | 323 | 0.4% |
label
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 30000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23364 | |
| 1 | 6636 | 22.1% |
| limit_bal | age | pay_0 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | sex:2 | education:0 | education:1 | education:2 | education:3 | education:4 | education:5 | education:6 | marriage:0 | marriage:1 | marriage:2 | marriage:3 | label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| limit_bal | 1.000 | 0.186 | -0.296 | -0.343 | -0.332 | -0.309 | -0.285 | -0.264 | 0.054 | 0.049 | 0.061 | 0.073 | 0.081 | 0.088 | 0.272 | 0.278 | 0.284 | 0.283 | 0.294 | 0.317 | 0.073 | 0.007 | 0.261 | 0.144 | 0.151 | 0.043 | 0.014 | 0.000 | 0.008 | 0.100 | 0.087 | 0.058 | 0.157 |
| age | 0.186 | 1.000 | -0.064 | -0.083 | -0.083 | -0.080 | -0.083 | -0.076 | 0.001 | 0.002 | 0.002 | -0.003 | -0.000 | 0.000 | 0.034 | 0.044 | 0.033 | 0.041 | 0.038 | 0.039 | 0.091 | 0.000 | 0.162 | 0.111 | 0.246 | 0.000 | 0.000 | 0.047 | 0.000 | 0.478 | 0.493 | 0.088 | 0.048 |
| pay_0 | -0.296 | -0.064 | 1.000 | 0.627 | 0.548 | 0.516 | 0.486 | 0.464 | 0.315 | 0.330 | 0.314 | 0.307 | 0.299 | 0.289 | -0.098 | -0.064 | -0.054 | -0.034 | -0.026 | -0.045 | 0.059 | 0.000 | 0.192 | 0.140 | 0.064 | 0.017 | 0.028 | 0.005 | 0.023 | 0.054 | 0.050 | 0.022 | 0.422 |
| pay_2 | -0.343 | -0.083 | 0.627 | 1.000 | 0.799 | 0.713 | 0.674 | 0.635 | 0.571 | 0.551 | 0.519 | 0.498 | 0.478 | 0.459 | 0.020 | 0.084 | 0.087 | 0.095 | 0.099 | 0.082 | 0.071 | 0.006 | 0.207 | 0.154 | 0.067 | 0.029 | 0.031 | 0.000 | 0.000 | 0.057 | 0.054 | 0.017 | 0.340 |
| pay_3 | -0.332 | -0.083 | 0.548 | 0.799 | 1.000 | 0.801 | 0.718 | 0.671 | 0.524 | 0.589 | 0.557 | 0.531 | 0.507 | 0.485 | 0.216 | 0.037 | 0.103 | 0.119 | 0.124 | 0.098 | 0.067 | 0.012 | 0.200 | 0.149 | 0.066 | 0.027 | 0.032 | 0.001 | 0.010 | 0.053 | 0.049 | 0.017 | 0.294 |
| pay_4 | -0.309 | -0.080 | 0.516 | 0.713 | 0.801 | 1.000 | 0.822 | 0.732 | 0.512 | 0.558 | 0.619 | 0.593 | 0.561 | 0.534 | 0.185 | 0.246 | 0.069 | 0.144 | 0.162 | 0.143 | 0.063 | 0.003 | 0.183 | 0.136 | 0.061 | 0.028 | 0.032 | 0.000 | 0.005 | 0.059 | 0.055 | 0.022 | 0.278 |
| pay_5 | -0.285 | -0.083 | 0.486 | 0.674 | 0.718 | 0.822 | 1.000 | 0.821 | 0.499 | 0.538 | 0.587 | 0.650 | 0.618 | 0.579 | 0.175 | 0.222 | 0.260 | 0.107 | 0.185 | 0.172 | 0.056 | 0.013 | 0.167 | 0.125 | 0.053 | 0.023 | 0.032 | 0.000 | 0.000 | 0.055 | 0.051 | 0.021 | 0.269 |
| pay_6 | -0.264 | -0.076 | 0.464 | 0.635 | 0.671 | 0.732 | 0.821 | 1.000 | 0.488 | 0.524 | 0.561 | 0.606 | 0.668 | 0.630 | 0.178 | 0.200 | 0.238 | 0.284 | 0.141 | 0.198 | 0.047 | 0.020 | 0.161 | 0.122 | 0.051 | 0.017 | 0.026 | 0.000 | 0.000 | 0.050 | 0.046 | 0.019 | 0.249 |
| bill_amt1 | 0.054 | 0.001 | 0.315 | 0.571 | 0.524 | 0.512 | 0.499 | 0.488 | 1.000 | 0.911 | 0.858 | 0.807 | 0.769 | 0.734 | 0.502 | 0.472 | 0.441 | 0.442 | 0.425 | 0.410 | 0.026 | 0.000 | 0.050 | 0.038 | 0.033 | 0.000 | 0.050 | 0.010 | 0.008 | 0.031 | 0.026 | 0.000 | 0.031 |
| bill_amt2 | 0.049 | 0.002 | 0.330 | 0.551 | 0.589 | 0.558 | 0.538 | 0.524 | 0.911 | 1.000 | 0.908 | 0.848 | 0.803 | 0.765 | 0.636 | 0.498 | 0.468 | 0.461 | 0.449 | 0.429 | 0.033 | 0.000 | 0.091 | 0.069 | 0.035 | 0.016 | 0.037 | 0.013 | 0.000 | 0.024 | 0.019 | 0.005 | 0.031 |
| bill_amt3 | 0.061 | 0.002 | 0.314 | 0.519 | 0.557 | 0.619 | 0.587 | 0.561 | 0.858 | 0.908 | 1.000 | 0.904 | 0.849 | 0.804 | 0.550 | 0.638 | 0.492 | 0.489 | 0.477 | 0.458 | 0.018 | 0.000 | 0.098 | 0.072 | 0.038 | 0.000 | 0.025 | 0.006 | 0.005 | 0.023 | 0.020 | 0.000 | 0.000 |
| bill_amt4 | 0.073 | -0.003 | 0.307 | 0.498 | 0.531 | 0.593 | 0.650 | 0.606 | 0.807 | 0.848 | 0.904 | 1.000 | 0.903 | 0.848 | 0.512 | 0.555 | 0.634 | 0.507 | 0.504 | 0.481 | 0.026 | 0.000 | 0.052 | 0.041 | 0.033 | 0.000 | 0.022 | 0.000 | 0.000 | 0.024 | 0.019 | 0.012 | 0.019 |
| bill_amt5 | 0.081 | -0.000 | 0.299 | 0.478 | 0.507 | 0.561 | 0.618 | 0.668 | 0.769 | 0.803 | 0.849 | 0.903 | 1.000 | 0.902 | 0.483 | 0.515 | 0.549 | 0.647 | 0.525 | 0.509 | 0.021 | 0.000 | 0.095 | 0.073 | 0.037 | 0.006 | 0.019 | 0.000 | 0.002 | 0.026 | 0.022 | 0.009 | 0.017 |
| bill_amt6 | 0.088 | 0.000 | 0.289 | 0.459 | 0.485 | 0.534 | 0.579 | 0.630 | 0.734 | 0.765 | 0.804 | 0.848 | 0.902 | 1.000 | 0.456 | 0.487 | 0.519 | 0.570 | 0.666 | 0.529 | 0.026 | 0.000 | 0.033 | 0.032 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.019 | 0.018 | 0.022 |
| pay_amt1 | 0.272 | 0.034 | -0.098 | 0.020 | 0.216 | 0.185 | 0.175 | 0.178 | 0.502 | 0.636 | 0.550 | 0.512 | 0.483 | 0.456 | 1.000 | 0.512 | 0.519 | 0.486 | 0.468 | 0.455 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.054 | 0.027 |
| pay_amt2 | 0.278 | 0.044 | -0.064 | 0.084 | 0.037 | 0.246 | 0.222 | 0.200 | 0.472 | 0.498 | 0.638 | 0.555 | 0.515 | 0.487 | 0.512 | 1.000 | 0.516 | 0.520 | 0.497 | 0.491 | 0.000 | 0.000 | 0.013 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.005 | 0.036 | 0.013 |
| pay_amt3 | 0.284 | 0.033 | -0.054 | 0.087 | 0.103 | 0.069 | 0.260 | 0.238 | 0.441 | 0.468 | 0.492 | 0.634 | 0.549 | 0.519 | 0.519 | 0.516 | 1.000 | 0.516 | 0.534 | 0.505 | 0.012 | 0.000 | 0.031 | 0.018 | 0.015 | 0.010 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.024 |
| pay_amt4 | 0.283 | 0.041 | -0.034 | 0.095 | 0.119 | 0.144 | 0.107 | 0.284 | 0.442 | 0.461 | 0.489 | 0.507 | 0.647 | 0.570 | 0.486 | 0.520 | 0.516 | 1.000 | 0.534 | 0.547 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.003 | 0.054 | 0.022 |
| pay_amt5 | 0.294 | 0.038 | -0.026 | 0.099 | 0.124 | 0.162 | 0.185 | 0.141 | 0.425 | 0.449 | 0.477 | 0.504 | 0.525 | 0.666 | 0.468 | 0.497 | 0.534 | 0.534 | 1.000 | 0.549 | 0.014 | 0.000 | 0.030 | 0.023 | 0.012 | 0.000 | 0.000 | 0.029 | 0.000 | 0.005 | 0.009 | 0.015 | 0.035 |
| pay_amt6 | 0.317 | 0.039 | -0.045 | 0.082 | 0.098 | 0.143 | 0.172 | 0.198 | 0.410 | 0.429 | 0.458 | 0.481 | 0.509 | 0.529 | 0.455 | 0.491 | 0.505 | 0.547 | 0.549 | 1.000 | 0.012 | 0.000 | 0.031 | 0.016 | 0.019 | 0.000 | 0.035 | 0.041 | 0.000 | 0.008 | 0.009 | 0.000 | 0.028 |
| sex:2 | 0.073 | 0.091 | 0.059 | 0.071 | 0.067 | 0.063 | 0.056 | 0.047 | 0.026 | 0.033 | 0.018 | 0.026 | 0.021 | 0.026 | 0.000 | 0.000 | 0.012 | 0.000 | 0.014 | 0.012 | 1.000 | 0.002 | 0.022 | 0.025 | 0.005 | 0.003 | 0.009 | 0.004 | 0.009 | 0.030 | 0.030 | 0.000 | 0.039 |
| education:0 | 0.007 | 0.000 | 0.000 | 0.006 | 0.012 | 0.003 | 0.013 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 1.000 | 0.013 | 0.018 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.003 | 0.000 | 0.008 |
| education:1 | 0.261 | 0.162 | 0.192 | 0.207 | 0.200 | 0.183 | 0.167 | 0.161 | 0.050 | 0.091 | 0.098 | 0.052 | 0.095 | 0.033 | 0.006 | 0.013 | 0.031 | 0.015 | 0.030 | 0.031 | 0.022 | 0.013 | 1.000 | 0.692 | 0.327 | 0.046 | 0.071 | 0.029 | 0.023 | 0.154 | 0.164 | 0.043 | 0.051 |
| education:2 | 0.144 | 0.111 | 0.140 | 0.154 | 0.149 | 0.136 | 0.125 | 0.122 | 0.038 | 0.069 | 0.072 | 0.041 | 0.073 | 0.032 | 0.000 | 0.000 | 0.018 | 0.000 | 0.023 | 0.016 | 0.025 | 0.018 | 0.692 | 1.000 | 0.415 | 0.059 | 0.090 | 0.037 | 0.029 | 0.061 | 0.059 | 0.004 | 0.036 |
| education:3 | 0.151 | 0.246 | 0.064 | 0.067 | 0.066 | 0.061 | 0.053 | 0.051 | 0.033 | 0.035 | 0.038 | 0.033 | 0.037 | 0.038 | 0.000 | 0.007 | 0.015 | 0.000 | 0.012 | 0.019 | 0.005 | 0.005 | 0.327 | 0.415 | 1.000 | 0.027 | 0.042 | 0.016 | 0.073 | 0.112 | 0.127 | 0.043 | 0.032 |
| education:4 | 0.043 | 0.000 | 0.017 | 0.029 | 0.027 | 0.028 | 0.023 | 0.017 | 0.000 | 0.016 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.046 | 0.059 | 0.027 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.024 |
| education:5 | 0.014 | 0.000 | 0.028 | 0.031 | 0.032 | 0.032 | 0.032 | 0.026 | 0.050 | 0.037 | 0.025 | 0.022 | 0.019 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.035 | 0.009 | 0.000 | 0.071 | 0.090 | 0.042 | 0.000 | 1.000 | 0.000 | 0.000 | 0.014 | 0.014 | 0.000 | 0.036 |
| education:6 | 0.000 | 0.047 | 0.005 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.010 | 0.013 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.041 | 0.004 | 0.000 | 0.029 | 0.037 | 0.016 | 0.000 | 0.000 | 1.000 | 0.000 | 0.004 | 0.007 | 0.005 | 0.000 |
| marriage:0 | 0.008 | 0.000 | 0.023 | 0.000 | 0.010 | 0.005 | 0.000 | 0.000 | 0.008 | 0.000 | 0.005 | 0.000 | 0.002 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.023 | 0.029 | 0.073 | 0.000 | 0.000 | 0.000 | 1.000 | 0.038 | 0.044 | 0.000 | 0.011 |
| marriage:1 | 0.100 | 0.478 | 0.054 | 0.057 | 0.053 | 0.059 | 0.055 | 0.050 | 0.031 | 0.024 | 0.023 | 0.024 | 0.026 | 0.024 | 0.000 | 0.009 | 0.000 | 0.007 | 0.005 | 0.008 | 0.030 | 0.001 | 0.154 | 0.061 | 0.112 | 0.000 | 0.014 | 0.004 | 0.038 | 1.000 | 0.975 | 0.095 | 0.029 |
| marriage:2 | 0.087 | 0.493 | 0.050 | 0.054 | 0.049 | 0.055 | 0.051 | 0.046 | 0.026 | 0.019 | 0.020 | 0.019 | 0.022 | 0.019 | 0.000 | 0.005 | 0.000 | 0.003 | 0.009 | 0.009 | 0.030 | 0.003 | 0.164 | 0.059 | 0.127 | 0.000 | 0.014 | 0.007 | 0.044 | 0.975 | 1.000 | 0.111 | 0.030 |
| marriage:3 | 0.058 | 0.088 | 0.022 | 0.017 | 0.017 | 0.022 | 0.021 | 0.019 | 0.000 | 0.005 | 0.000 | 0.012 | 0.009 | 0.018 | 0.054 | 0.036 | 0.038 | 0.054 | 0.015 | 0.000 | 0.000 | 0.000 | 0.043 | 0.004 | 0.043 | 0.001 | 0.000 | 0.005 | 0.000 | 0.095 | 0.111 | 1.000 | 0.007 |
| label | 0.157 | 0.048 | 0.422 | 0.340 | 0.294 | 0.278 | 0.269 | 0.249 | 0.031 | 0.031 | 0.000 | 0.019 | 0.017 | 0.022 | 0.027 | 0.013 | 0.024 | 0.022 | 0.035 | 0.028 | 0.039 | 0.008 | 0.051 | 0.036 | 0.032 | 0.024 | 0.036 | 0.000 | 0.011 | 0.029 | 0.030 | 0.007 | 1.000 |
| limit_bal | age | pay_0 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | sex:2 | education:0 | education:1 | education:2 | education:3 | education:4 | education:5 | education:6 | marriage:0 | marriage:1 | marriage:2 | marriage:3 | label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 80000.0 | 24.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 75125.0 | 77353.0 | 78321.0 | 73731.0 | 39643.0 | 39457.0 | 3503.0 | 5001.0 | 2092.0 | 1218.0 | 1445.0 | 878.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 1 | 30000.0 | 28.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 29242.0 | 29507.0 | 29155.0 | 25255.0 | 22001.0 | 0.0 | 5006.0 | 1244.0 | 851.0 | 955.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 2 | 180000.0 | 44.0 | 0.0 | 0.0 | -1.0 | -1.0 | -1.0 | -1.0 | 20916.0 | 0.0 | 850.0 | 0.0 | 6881.0 | 10340.0 | 0.0 | 850.0 | 0.0 | 6881.0 | 10340.0 | 182.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 3 | 60000.0 | 25.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 58839.0 | 53235.0 | 38533.0 | 39639.0 | 39619.0 | 39140.0 | 2018.0 | 1900.0 | 2000.0 | 1500.0 | 1900.0 | 2000.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 4 | 130000.0 | 25.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 111587.0 | 112348.0 | 114734.0 | 117823.0 | 120854.0 | 123904.0 | 4100.0 | 4200.0 | 5000.0 | 5000.0 | 5000.0 | 10700.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 5 | 20000.0 | 32.0 | 1.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 19844.0 | 19238.0 | 20205.0 | 19588.0 | 20037.0 | 19880.0 | 0.0 | 1302.0 | 685.0 | 748.0 | 697.0 | 690.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 6 | 100000.0 | 33.0 | -1.0 | -1.0 | -1.0 | -1.0 | -1.0 | 0.0 | 7067.0 | -418.0 | 7064.0 | 15229.0 | 9689.0 | 2669.0 | 0.0 | 7482.0 | 15315.0 | 9705.0 | 0.0 | 4600.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 7 | 210000.0 | 31.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 205243.0 | 209502.0 | 203831.0 | 178410.0 | 130619.0 | 115700.0 | 7736.0 | 7100.0 | 8300.0 | 4800.0 | 4396.0 | 4200.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 8 | 50000.0 | 35.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13517.0 | 14536.0 | 15694.0 | 16431.0 | 17056.0 | 17581.0 | 1550.0 | 1700.0 | 1300.0 | 900.0 | 800.0 | 800.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 9 | 360000.0 | 43.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 4435.0 | 799.0 | 1071.0 | 15584.0 | 3195.0 | 4261.0 | 805.0 | 1071.0 | 15604.0 | 3195.0 | 4269.0 | 3525.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| limit_bal | age | pay_0 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | sex:2 | education:0 | education:1 | education:2 | education:3 | education:4 | education:5 | education:6 | marriage:0 | marriage:1 | marriage:2 | marriage:3 | label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29990 | 200000.0 | 46.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 600.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 29991 | 360000.0 | 27.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 7365.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7365.0 | 0.0 | 0.0 | 0.0 | 8665.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 29992 | 360000.0 | 39.0 | -1.0 | -1.0 | -1.0 | -1.0 | -1.0 | -1.0 | 396.0 | 396.0 | 396.0 | 396.0 | 396.0 | 846.0 | 396.0 | 396.0 | 396.0 | 396.0 | 846.0 | 396.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 29993 | 30000.0 | 23.0 | -1.0 | -1.0 | 3.0 | 2.0 | 0.0 | 0.0 | 6630.0 | 3842.0 | 3631.0 | 1950.0 | 1170.0 | 1170.0 | 3842.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 29994 | 50000.0 | 45.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 71927.0 | 73514.0 | 75373.0 | 50947.0 | 51020.0 | 0.0 | 3000.0 | 3428.0 | 2002.0 | 1023.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1 |
| 29995 | 360000.0 | 27.0 | 1.0 | -2.0 | -1.0 | -1.0 | -1.0 | -1.0 | 0.0 | 0.0 | 830.0 | 0.0 | 1271.0 | 179.0 | 0.0 | 830.0 | 0.0 | 1271.0 | 179.0 | 1970.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 29996 | 500000.0 | 28.0 | 2.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 98541.0 | 102052.0 | 111690.0 | 78070.0 | 78376.0 | 80912.0 | 6000.0 | 13151.0 | 0.0 | 3000.0 | 5000.0 | 10000.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1 |
| 29997 | 60000.0 | 28.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 46233.0 | 47263.0 | 48696.0 | 50385.0 | 52045.0 | 52661.0 | 2100.0 | 2500.0 | 2500.0 | 2500.0 | 1600.0 | 1500.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
| 29998 | 20000.0 | 29.0 | 1.0 | -1.0 | -1.0 | -1.0 | -1.0 | -1.0 | 0.0 | 2494.0 | 3967.0 | 1364.0 | 600.0 | 0.0 | 2494.0 | 3967.0 | 1370.0 | 600.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 |
| 29999 | 510000.0 | 61.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 187070.0 | 181733.0 | 192903.0 | 181801.0 | 178179.0 | 223100.0 | 8500.0 | 17000.0 | 0.0 | 6508.0 | 50000.0 | 7000.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 |
Most frequently occurring
| limit_bal | age | pay_0 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | sex:2 | education:0 | education:1 | education:2 | education:3 | education:4 | education:5 | education:6 | marriage:0 | marriage:1 | marriage:2 | marriage:3 | label | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20000.0 | 24.0 | 2.0 | 2.0 | 4.0 | 4.0 | 4.0 | 4.0 | 1650.0 | 1650.0 | 1650.0 | 1650.0 | 1650.0 | 1650.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1 | 2 |
| 1 | 50000.0 | 23.0 | 1.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 | 2 |
| 2 | 50000.0 | 26.0 | 1.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 | 2 |
| 3 | 80000.0 | 25.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 | 2 |
| 4 | 80000.0 | 31.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 | 2 |
| 5 | 80000.0 | 42.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 | 2 |
| 6 | 90000.0 | 31.0 | 1.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 | 2 |
| 7 | 100000.0 | 49.0 | 1.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0 | 2 |
| 8 | 110000.0 | 31.0 | 1.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 | 2 |
| 9 | 140000.0 | 29.0 | 1.0 | -2.0 | -2.0 | -2.0 | -2.0 | -2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0 | 2 |